What is Linear transformation: Definition and 446 Discussions

In mathematics, a linear map (also called a linear mapping, linear transformation, vector space homomorphism, or in some contexts linear function) is a mapping



V

W


{\displaystyle V\to W}
between two vector spaces that preserves the operations of vector addition and scalar multiplication. The same names and the same definition are also used for the more general case of modules over a ring; see Module homomorphism.
If a linear map is a bijection then it is called a linear isomorphism. In the case where



V
=
W


{\displaystyle V=W}
, a linear map is called a (linear) endomorphism. Sometimes the term linear operator refers to this case, but the term "linear operator" can have different meanings for different conventions: for example, it can be used to emphasize that



V


{\displaystyle V}
and



W


{\displaystyle W}
are real vector spaces (not necessarily with



V
=
W


{\displaystyle V=W}
), or it can be used to emphasize that



V


{\displaystyle V}
is a function space, which is a common convention in functional analysis. Sometimes the term linear function has the same meaning as linear map, while in analysis it does not.
A linear map from V to W always maps the origin of V to the origin of W. Moreover, it maps linear subspaces in V onto linear subspaces in W (possibly of a lower dimension); for example, it maps a plane through the origin in V to either a plane through the origin in W, a line through the origin in W, or just the origin in W. Linear maps can often be represented as matrices, and simple examples include rotation and reflection linear transformations.
In the language of category theory, linear maps are the morphisms of vector spaces.

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  1. 1

    Linear transformation across a line

    Using linear transformation reflection to find rotation Homework Statement Let T1 be the reflection about the line −4x−1y=0 and T2 be the reflection about the line 4x−5y=0 in the euclidean plane. The standard matrix of T1 \circ T2 is what? Thus T1 \circ T2 is a counterclockwise rotation...
  2. B

    Volume of a sphere under a linear transformation R3->R4.

    Homework Statement So there's a linear transformation T: ℝ3 → ℝ4, standard matrix A that satisfies det(A e1) = 5, det (A e2) = 4, det (A e3) = 5 and det (A e4) = 5 If S is the unit sphere, find the 3-dimensional volume of T(S). Homework Equations Volume of sphere = 4/3 * pi * r^3...
  3. T

    Linear transformation, subspace and kernel

    Hi We have a linear transformation g : ℝ^2x2 → ℝ g has U as kernel, U: the 2x2 symmetric matrices (ab) (bc) A basis for U is (10)(01)(00) (01)(10)(01)I thought this would be easy but I've been sitting with the problem for a while and I have no clue on how to solve it...
  4. S

    Linear Transformation and Determinant

    Homework Statement Define L: R(mxm) to R(nxn). If L(A)=L(B), prove or disprove that det(A)=det(B). Homework Equations The Attempt at a Solution I think I can prove that this is true. L(A)=L(B) means that L(A)-L(B)=L(A-B)=0. Now let C be the matrix representation of L. We...
  5. S

    MHB Linear Transformation (Fredholm Alternative Theorem)

    Let T:V->V be a linear operator on an n-dimensional vector space. Prove that exactly one of the following statements holds: (i) the equation T(x)=b has a solution for all vectors b in V. (ii) Nullity of T>0
  6. C

    Basis for Range of Linear transformation

    The problem is attached. The problem is "find a basis for the range of the linear transformation T." p(x) are polynomials of at most degree 3. R(T)={p''+p'+p(0) of atmost degree 2} This is pretty much as far as I got. I'm not sure how to do the rest. I'm thinking of picking a...
  7. P

    Linear Transformation in Mathematics

    I attached the problem, idk if it's really easy or If I'm doing it all wrong. Since T is a linear transformation T(u+v)=T(u)+T(v)=w+0=w?
  8. P

    Do Linear Operators Equate on All Vectors if They Match on a Basis Set?

    Suppose that T1: V → V and T2: V → V are linear operators and {v1, . . . , vn} is a basis for V . If T1(vi) = T2(vi ), for each i = 1, 2, . . . , n, show that T1(v) = T2(v) for all v in V . I don't understand this question. They said If T1(vi) = T2(vi ), for each i = 1, 2, . . . , n...
  9. C

    Linear Transformation: Solving Coefficient Matrix and Evaluating T(e1) and T(e2)

    I attached the problem. I'm not sure if I'm misinterpreting the question, but this problem seems really easy, which is usually not the case with my class. for part a) isn't that just the coefficient matrix of the right hand side? This makes A: 1 -2 3 1 0 2 for part b) T(e1)=T[1...
  10. C

    Prove that this is a linear transformation

    The problem statement has been attached. To show that T : V →R is a linear function It must satisfy 2 conditions: 1) T(cv) = cT(v) where c is a constant and 2) T(u+v) = T(u)+T(v) For condition 1) T(cv)=∫cvdx from 0 to 1 (I don't know how to put limits into the integral...
  11. A

    Matrix corresponding to linear transformation is invertible iff it is onto?

    Let A be a nxn matrix corresponding to a linear transformation. Is it true that A is invertible iff A is onto? (ie, the image of A is the entire codomain of the transformation) In other words, is it sufficient to show that A is onto so as to show that A is invertible? That was what my...
  12. matqkks

    MHB Linear Algebra: Kernel & Range of Linear Transformation

    Why are we interested in looking at the kernel and range (image) of a linear transformation on a linear algebra course?
  13. A

    A question about linear algebra (change of basis of a linear transformation)

    Homework Statement Let A \in M_n(F) and v \in F^n. Let v, Av, A^2v, ... , A^{k-1}v be a basis, B, of V. Let T:V \rightarrow V be induced by multiplication by A:T(w) = Aw for w in V. Find [T]_B, the matrix of T with respect to B. Thanks in advance Homework Equations...
  14. B

    Linear Algebra- Matrix Linear Transformation

    Homework Statement Find the Matrix M which represents the reflection about the line L given by the equation y=(1/2)x. By two methods: a) By writing the composition as a composition of rotations and reflections about the x-axis. Note that the line L makes an angle of pi/6 with the x-axis...
  15. matqkks

    MHB Linear Transformation in Linear Algebra: Impact & Motivation

    How important are linear transformations in linear algebra? In some texts linear transformations are introduced first and then the idea of a matrix. In other books linear transformations are relegated to being an application of matrices. What is the best way of introducing linear transformation...
  16. matqkks

    What is the importance of linear transformations in linear algebra?

    How important are linear transformations in linear algebra? In some texts linear transformations are introduced first and then the idea of a matrix. In other books linear transformations are relegated to being an application of matrices. What is the best way of introducing linear transformation...
  17. D

    Linear Transformation from R^m to R^n: Mapping Scalars to Vectors

    Can we think of a linear transformation from R^m-->R^n as mapping scalars to vectors? Let me say what I mean. Say we have some linear transformation L from R^m to R^n which can be represented by a matrix as follows: L=[ a11x1+a12x2+...+a1mx m a21x1+... . . . anmx1+...+ anmxm...
  18. D

    Example of a linear transformation L which is injective but not surj, or vice versa

    Homework Statement Give an example of a linear vector space V and a linear transformation L: V-> V that is 1.injective, but not surjective (or 2. vice versa) Homework Equations -If L:V-> V is a linear transformation of a finitedimensional vector space, then L is surjective, L is...
  19. B

    Linear Transformation: find dilating/rotation matrix

    Homework Statement The vector A has length 8.5, and makes an angle of 5pi/19 with the x-axis. The vector B has length 6, and makes an angle of 8pi/19 with the x-axis. Find the matrix which rotates and dilates vector into vector . Homework Equations Rotation matrix in...
  20. D

    Open sets preserved in linear transformation that isn't bijective?

    Hi, I'm not sure how else to phrase this.Let's say I have a linear transformation from R3 to R2. Let's assume in both spaces, I am using the standard topology with the standard euclidean distance metric. Does this mean that open sets in R3 will be mapped to open sets in R2 under this...
  21. M

    Standard Matrix A for Linear Transformation T: R^3 to R^4

    Linear transformation T:\,\mathbb{R}^3\,\to\,\mathbb{R}^4 Find the standard matrix A for T T\left(x_1,x_2,x_3\right)\,=\,\left(x_1 + x_2 + x_3, x_2 + x_3, 3x_1 + x_2, 2x_2 + x_3\right) \mathbf{v}\,=\,\begin{bmatrix} x_1\\ x_2\\ x_3...
  22. F

    Finding the matrix for a linear transformation

    Homework Statement Let V = Span{(1,1,0), (1,2,3)}. Define a linear transformation L: V => R^3 by L(1,1,0) = (1,0,0) and L(1,2,3) = (0,1,0). For any (x,y,z) element of V find L(x,y,z) Homework Equations The Attempt at a Solution It seems like there should be some straightforward...
  23. J

    Linear transformation and Change of Basis

    Homework Statement Greetings, I have been stuck with this problem for a while, I thought maybe someone could give me some advice about it. Thanks a lot in advance. If T is a linear transformation that goes from R^2 to R^2 given that T(v1)= -2v2 -v1 and T(v2)=3v2. and B =...
  24. P

    Image and kernel of iterated linear transformation intersect trivially

    Homework Statement Given a linear transformation f:V -> V on a finite-dimensional vector space V, show that there is a postive integer m such that im(f^m) and ker(f^m) intersect trivially. Homework Equations The Attempt at a Solution Observe that the image and kernel of a linear...
  25. H

    Find a kernel and image basis of a linear transformation

    Homework Statement Find a kernel and image basis of the linear transformation having: \displaystyle T:{{\mathbb{R}}^{3}}\to {{\mathbb{R}}^{3}} so that \displaystyle _{B}{{\left( T \right)}_{B}}=\left( \begin{matrix} 1 & 2 & 1 \\ 2 & 4 & 2 \\ 0 & 0 & 0 \\ \end{matrix} \right)...
  26. K

    Linear transformation exercise

    Hello, I'm given this linear transformation and I'm asked to do the typical calculations (kernel, image, dimensions, etc.) but there's one thing I'm not sure I understand, here's the exercise: f(1,0,0)=(-1,-2,-3) f(0,1,0)=(2,2,2) f(0,0,1)=(0,1,2) a) Is f invertible? b)Find a basis of...
  27. S

    Linear transformation easy question

    Sorry I feel like an idiot for asking this but why is part c and b not a linear transformation? The origin would still be (0,0) and it's an expression in x and y terms so I'm confused? thanks
  28. S

    Bases of a Linear transformation (Kernel, Image and Union ?

    Bases of a Linear transformation (Kernel, Image and Union ? http://dl.dropbox.com/u/33103477/1linear%20tran.png For the kernel/null space \begin{bmatrix} 3 & 1 & 2 & -1\\ 2 & 4 & 1 & -1 \end{bmatrix} = [0]_v Row reducing I get \begin{bmatrix} 1 & 0 & \frac{7}{9} & \frac{-2}{9}\\ 0 & 1...
  29. A

    Linear Transformation from P2 (R) to P3 (R)

    Homework Statement Let T be the linear transformation from P2 (R) to P3 (R) defined by T(f)=14\int_{0}^{x}f(t)dt + 7x.f'(x) for each f(x)=ax^{2}+bx+c Determine a basis {g1, g2, g3} for Im(T). Homework Equations as above The Attempt at a Solution I evaluated the...
  30. M

    Basis, Linear Transformation, and Powers of a Matrix

    Homework Statement Let A be an 3x3 matrix so that A^3 = {3x3 zero matrix}. Assume there is a vector v with [A^2][v] ≠ {zero vector}. (a) Prove that B = {v; Av; [A^2]v} is a basis. (b) Let T be the linear transformation represented by A in the stan- dard basis. What is [T]B? Homework...
  31. S

    Basis of kernel and image of a linear transformation. (All worked out)

    http://dl.dropbox.com/u/33103477/linear%20transformations.png My solution(Ignore part (a), this part (b) only) http://dl.dropbox.com/u/33103477/1.jpg http://dl.dropbox.com/u/33103477/2.jpg So I have worked out the basis and for the kernel of L1 and image of L2, so I have U1 and U2...
  32. S

    Procedure for orking out the basis of the kernel of a linear transformation.

    I am working on a problem dealing with transformations of a vector and finding the basis of its kernel. Now I have worked out everything below but after reading the definitions I am a bit confused, hence just want verification if the procedure I am following is correct. My transformed matrix is...
  33. H

    Linear Transformation of Matrix

    Homework Statement Let A_{2x2} have all entries=1 and let T: M_{2x2}\rightarrowM_{2x2} be the linear transformation defined by T(B)=AB for all B\inM_{2x2} Find the matrix C=[T]s,s, where S is the standard basis for M_{2x2} My solution: Standard basis for M_{2x2}={(1,0),(0,1)}...
  34. A

    Linear Transformation R2->R3 with 'zero' vector

    Homework Statement Is T(X,Y)->(X,Y,1) a linear transformation? where X and Y are defined R2 column vectors. Homework Equations Attempt to prove T(cX+Y)=cT(X)+T(Y) Consider T(cx1+y1,cx2+y2)->(cx1+y1,cx2+y2,1) The Attempt at a Solution RS=cT(x1,y1)+T(x2,y2)->c(x1,y1,1)+(x2,y2,1)...
  35. R

    Standard Matrix of Linear Transformation

    Homework Statement Let T: R3-->R3, defined by T(x)= a x x Give the standard matrix A of T, and explain why A is skew-symmetric. Homework Equations They define u x v as u x v=(det [u2 u3/ v2 v3], det [u3 u1 /v3 v1], det [u1 u2/ v1 v2]) For any vectors u,v,w in R3...
  36. O

    Linear Transformation: Finding the Transformation of a Line

    Having a bit of trouble with this one. Can anyone help? Many thanks. Homework Statement Q. L is the line x - y + 1 = 0. f is the transformation f: (x, y) ---> (x', y') where: x' = 2x - y & y' = y. Find f(L) and investigate if f(L) is parallel to L. Homework Equations The...
  37. M

    Matrix of a linear transformation for an integral?

    i am having trouble with some homework problems in my linear algebra course... the book is brescher and the teacher is sort of a rambling nutcase whose presentation of material is anything but 'linear', and very difficult for me to follow. similarly the book contains problems that i can't seem...
  38. I

    1-1 and onto linear transformation question

    Homework Statement Assume that T:C^0[-1,1] ---> ℝ. assume that T is a linear transformation that maps from the set of all continuous functions to the set of real numbers. T(f(x)) = ∫f(x)dx from -1 to 1. is T one to one, is it onto, is it both or is it neither. Homework Equations definition...
  39. F

    Linear transformation with standard basis

    Homework Statement Let s be the linear transformation s: P2→ R^3 ( P2 is polynomial of degree 2 or less) a+bx→(a,b,a+b) find the matrix of s and the matrix of tos with respect to the standard basis for the domain P2 and the standard basis for the codomain R^3 The Attempt at a...
  40. F

    Linear transformation using Composite Rule

    I have got t: P3 → P3 p(x) → p(x) + p(2) and s: P3 → P2 p(x) → p’(x) thus s o t gives P3→ P2gives p(x) → p’(x) next part says : use the composite rule to find a matrix representation of the linear transformation s o t when t: P3 → P3 p(x) : p(x) + p(2) and...
  41. T

    Integration as a Linear Transformation

    Homework Statement The Attempt at a Solution I: P(R) → P(R) such that I(a0+a1x + ... + anxn) = 0 + a0x + (a1x2)/2 + ... + (an xn+1)/(n+1) Clearly this is just integration such that c = 0. It is easily shown that integration is a linear transformation, so I conclude that I is a...
  42. N

    Vectors: linear transformation and bases question

    Homework Statement Homework Equations The Attempt at a Solution i have answered the first part, explained why its a basis i think that i need to show that the N(T) = V alongside R(T) = W will give matrices that cannot be multiplied therefore T is the one that can't exist not sure...
  43. C

    Linear transformation arbitrary question

    Homework Statement Suppose A is an mxn matrix and b is a vector in R^m. Define a function T:R^n --> R^m by T(x) = Ax + b. Prove that if T is a linear transformation then b=0. Homework Equations For the second part of the question, a transformation is linear if: 1) T(u+v) = T(u) +...
  44. T

    Linear transformation. TEST today help.

    Not too big of a question, it's more so just handling a certain presentation. T: M2x2-->M2x2 defined by: T(A) = (A + AT)/2. So my question is, how do I handle the fraction considering it will be a matrix?
  45. matqkks

    Exploring the Benefits of Representing Linear Transformations with Matrices

    Why would you want to use a matrix for a linear transformation? Why not just use the given transformation instead of writing it as a matrix?
  46. P

    Linear Transformation questions about dimensions

    1. Say you have a linear transform from A to B, and where A has a higher dimension than B. How do you show that the kernel of the transform has more than one element (i.e. 0)? Also, if B has a higher dimension than A, then how to show that the transform isn't surjective? 2. The attempt at a...
  47. matqkks

    Rank of a linear transformation

    Is there a short and simple proof of the Nullity - Rank Theorem which claims that if T: U->V is a linear transformation then rank(T)+Nullity(T)=n where n is the n dimension vector space U.
  48. P

    Show that linear transformation is surjective but not injective

    Hi, My question is to show that the linear transformation T: M2x2(F) -> P2(F) defined by T (a b c d) = (a-d) | (b-d)x | (c-d)x2 is surjective but not injective. thanks in advance.
  49. S

    Linear Transformation Question: Solving for Im(T) in R^4 Dimension Space

    I need help with question from homework in linear algebra. This question (linear transformation): http://i43.tinypic.com/15reiic.gif According to theorem dimensions: dim(V) = dim(Ker(T)) + dim(Im(T)). dim(Ker(T))=2. dim(V) in R^4, meaning =4. We can therefore conclude that dim(Im(T))=2. But...
  50. A

    Linear transformation T: R3 -> R2

    Linear transformation T: R3 --> R2 Homework Statement Find the linear transformation T: R3 --> R2 such that: T(1,0,0) = (2,1) T(0,1,1) = (3,2) T(1,1,0) = (1,4) The Attempt at a Solution I've been doing some exercises about linear transformations (rotations and reflections...
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